Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 399.3 KiB |
| Average record size in memory | 280.1 B |
Variable types
| NUM | 29 |
|---|---|
| CAT | 6 |
Reproduction
| Analysis started | 2020-04-23 16:52:00.247952 |
|---|---|
| Analysis finished | 2020-04-23 16:54:59.097400 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
MiscVal is highly skewed (γ1 = 24.47679419) | Skewed |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
BsmtFinSF2 has 1293 (88.6%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
2ndFlrSF has 829 (56.8%) zeros | Zeros |
LowQualFinSF has 1434 (98.2%) zeros | Zeros |
GarageCars has 81 (5.5%) zeros | Zeros |
GarageArea has 81 (5.5%) zeros | Zeros |
WoodDeckSF has 761 (52.1%) zeros | Zeros |
OpenPorchSF has 656 (44.9%) zeros | Zeros |
EnclosedPorch has 1252 (85.8%) zeros | Zeros |
3SsnPorch has 1436 (98.4%) zeros | Zeros |
ScreenPorch has 1344 (92.1%) zeros | Zeros |
PoolArea has 1453 (99.5%) zeros | Zeros |
MiscVal has 1408 (96.4%) zeros | Zeros |
| Distinct count | 1460 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 730.5 |
|---|---|
| Minimum | 1 |
| Maximum | 1460 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 73.95 |
| Q1 | 365.75 |
| median | 730.5 |
| Q3 | 1095.25 |
| 95-th percentile | 1387.05 |
| Maximum | 1460 |
| Range | 1459 |
| Interquartile range (IQR) | 729.5 |
Descriptive statistics
| Standard deviation | 421.6100094 |
|---|---|
| Coefficient of variation (CV) | 0.577152648 |
| Kurtosis | -1.2 |
| Mean | 730.5 |
| Median Absolute Deviation (MAD) | 365 |
| Skewness | 0 |
| Sum | 1066530 |
| Variance | 177755 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1.00e+00 1.46e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1460 | 1 | 0.1% | |
| 479 | 1 | 0.1% | |
| 481 | 1 | 0.1% | |
| 482 | 1 | 0.1% | |
| 483 | 1 | 0.1% | |
| 484 | 1 | 0.1% | |
| 485 | 1 | 0.1% | |
| 486 | 1 | 0.1% | |
| 487 | 1 | 0.1% | |
| 488 | 1 | 0.1% | |
| Other values (1450) | 1450 | 99.3% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1460 | 1 | 0.1% | |
| 1459 | 1 | 0.1% | |
| 1458 | 1 | 0.1% | |
| 1457 | 1 | 0.1% | |
| 1456 | 1 | 0.1% |
MSSubClass
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.89726027 |
|---|---|
| Minimum | 20 |
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.30057099 |
|---|---|
| Coefficient of variation (CV) | 0.7434553226 |
| Kurtosis | 1.580187965 |
| Mean | 56.89726027 |
| Median Absolute Deviation (MAD) | 31.28274536 |
| Skewness | 1.407656747 |
| Sum | 83070 |
| Variance | 1789.338306 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 20. 25. 35. 42.5 47.5 ... 77.5 82.5 170. 185. 190. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 20 | 536 | 36.7% | |
| 60 | 299 | 20.5% | |
| 50 | 144 | 9.9% | |
| 120 | 87 | 6.0% | |
| 30 | 69 | 4.7% | |
| 160 | 63 | 4.3% | |
| 70 | 60 | 4.1% | |
| 80 | 58 | 4.0% | |
| 90 | 52 | 3.6% | |
| 190 | 30 | 2.1% | |
| Other values (5) | 62 | 4.2% |
| Value | Count | Frequency (%) | |
| 20 | 536 | 36.7% | |
| 30 | 69 | 4.7% | |
| 40 | 4 | 0.3% | |
| 45 | 12 | 0.8% | |
| 50 | 144 | 9.9% |
| Value | Count | Frequency (%) | |
| 190 | 30 | 2.1% | |
| 180 | 10 | 0.7% | |
| 160 | 63 | 4.3% | |
| 120 | 87 | 6.0% | |
| 90 | 52 | 3.6% |
LotArea
Real number (ℝ≥0)
| Distinct count | 1073 |
|---|---|
| Unique (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.82808 |
|---|---|
| Minimum | 1300 |
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.264932 |
|---|---|
| Coefficient of variation (CV) | 0.949075601 |
| Kurtosis | 203.243271 |
| Mean | 10516.82808 |
| Median Absolute Deviation (MAD) | 3758.813815 |
| Skewness | 12.20768785 |
| Sum | 15354569 |
| Variance | 99625649.65 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1300. 3181. 3189. 5962.5 6020. ... 14875.5 18015. 26160. 55352. 215245. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 7200 | 25 | 1.7% | |
| 9600 | 24 | 1.6% | |
| 6000 | 17 | 1.2% | |
| 10800 | 14 | 1.0% | |
| 9000 | 14 | 1.0% | |
| 8400 | 14 | 1.0% | |
| 1680 | 10 | 0.7% | |
| 7500 | 9 | 0.6% | |
| 8125 | 8 | 0.5% | |
| 9100 | 8 | 0.5% | |
| Other values (1063) | 1317 | 90.2% |
| Value | Count | Frequency (%) | |
| 1300 | 1 | 0.1% | |
| 1477 | 1 | 0.1% | |
| 1491 | 1 | 0.1% | |
| 1526 | 1 | 0.1% | |
| 1533 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 215245 | 1 | 0.1% | |
| 164660 | 1 | 0.1% | |
| 159000 | 1 | 0.1% | |
| 115149 | 1 | 0.1% | |
| 70761 | 1 | 0.1% |
OverallQual
Real number (ℝ≥0)
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.099315068 |
|---|---|
| Minimum | 1 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.382996547 |
|---|---|
| Coefficient of variation (CV) | 0.2267462053 |
| Kurtosis | 0.09629277836 |
| Mean | 6.099315068 |
| Median Absolute Deviation (MAD) | 1.098048414 |
| Skewness | 0.2169439278 |
| Sum | 8905 |
| Variance | 1.912679448 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 2.5 3.5 4.5 6.5 7.5 8.5 10. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 397 | 27.2% | |
| 6 | 374 | 25.6% | |
| 7 | 319 | 21.8% | |
| 8 | 168 | 11.5% | |
| 4 | 116 | 7.9% | |
| 9 | 43 | 2.9% | |
| 3 | 20 | 1.4% | |
| 10 | 18 | 1.2% | |
| 2 | 3 | 0.2% | |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 2 | 0.1% | |
| 2 | 3 | 0.2% | |
| 3 | 20 | 1.4% | |
| 4 | 116 | 7.9% | |
| 5 | 397 | 27.2% |
| Value | Count | Frequency (%) | |
| 10 | 18 | 1.2% | |
| 9 | 43 | 2.9% | |
| 8 | 168 | 11.5% | |
| 7 | 319 | 21.8% | |
| 6 | 374 | 25.6% |
OverallCond
Real number (ℝ≥0)
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.575342466 |
|---|---|
| Minimum | 1 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.112799337 |
|---|---|
| Coefficient of variation (CV) | 0.1995930014 |
| Kurtosis | 1.106413461 |
| Mean | 5.575342466 |
| Median Absolute Deviation (MAD) | 0.8890223306 |
| Skewness | 0.6930674725 |
| Sum | 8140 |
| Variance | 1.238322364 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 7.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 821 | 56.2% | |
| 6 | 252 | 17.3% | |
| 7 | 205 | 14.0% | |
| 8 | 72 | 4.9% | |
| 4 | 57 | 3.9% | |
| 3 | 25 | 1.7% | |
| 9 | 22 | 1.5% | |
| 2 | 5 | 0.3% | |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 5 | 0.3% | |
| 3 | 25 | 1.7% | |
| 4 | 57 | 3.9% | |
| 5 | 821 | 56.2% |
| Value | Count | Frequency (%) | |
| 9 | 22 | 1.5% | |
| 8 | 72 | 4.9% | |
| 7 | 205 | 14.0% | |
| 6 | 252 | 17.3% | |
| 5 | 821 | 56.2% |
YearBuilt
Real number (ℝ≥0)
| Distinct count | 112 |
|---|---|
| Unique (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.267808 |
|---|---|
| Minimum | 1872 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.20290404 |
|---|---|
| Coefficient of variation (CV) | 0.01532156307 |
| Kurtosis | -0.4395519416 |
| Mean | 1971.267808 |
| Median Absolute Deviation (MAD) | 25.06722274 |
| Skewness | -0.6134611725 |
| Sum | 2878051 |
| Variance | 912.2154126 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1872. 1909. 1919.5 1920.5 1939.5 ... 1991.5 2002.5 2007.5 2009.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2006 | 67 | 4.6% | |
| 2005 | 64 | 4.4% | |
| 2004 | 54 | 3.7% | |
| 2007 | 49 | 3.4% | |
| 2003 | 45 | 3.1% | |
| 1976 | 33 | 2.3% | |
| 1977 | 32 | 2.2% | |
| 1920 | 30 | 2.1% | |
| 1959 | 26 | 1.8% | |
| 1999 | 25 | 1.7% | |
| Other values (102) | 1035 | 70.9% |
| Value | Count | Frequency (%) | |
| 1872 | 1 | 0.1% | |
| 1875 | 1 | 0.1% | |
| 1880 | 4 | 0.3% | |
| 1882 | 1 | 0.1% | |
| 1885 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 2010 | 1 | 0.1% | |
| 2009 | 18 | 1.2% | |
| 2008 | 23 | 1.6% | |
| 2007 | 49 | 3.4% | |
| 2006 | 67 | 4.6% |
YearRemodAdd
Real number (ℝ≥0)
| Distinct count | 61 |
|---|---|
| Unique (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.865753 |
|---|---|
| Minimum | 1950 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.64540681 |
|---|---|
| Coefficient of variation (CV) | 0.01040141217 |
| Kurtosis | -1.272245192 |
| Mean | 1984.865753 |
| Median Absolute Deviation (MAD) | 18.62315256 |
| Skewness | -0.5035620027 |
| Sum | 2897904 |
| Variance | 426.2328223 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[1950. 1950.5 1952.5 1975.5 1978.5 ... 1994.5 2001.5 2004.5 2007.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1950 | 178 | 12.2% | |
| 2006 | 97 | 6.6% | |
| 2007 | 76 | 5.2% | |
| 2005 | 73 | 5.0% | |
| 2004 | 62 | 4.2% | |
| 2000 | 55 | 3.8% | |
| 2003 | 51 | 3.5% | |
| 2002 | 48 | 3.3% | |
| 2008 | 40 | 2.7% | |
| 1996 | 36 | 2.5% | |
| Other values (51) | 744 | 51.0% |
| Value | Count | Frequency (%) | |
| 1950 | 178 | 12.2% | |
| 1951 | 4 | 0.3% | |
| 1952 | 5 | 0.3% | |
| 1953 | 10 | 0.7% | |
| 1954 | 14 | 1.0% |
| Value | Count | Frequency (%) | |
| 2010 | 6 | 0.4% | |
| 2009 | 23 | 1.6% | |
| 2008 | 40 | 2.7% | |
| 2007 | 76 | 5.2% | |
| 2006 | 97 | 6.6% |
| Distinct count | 637 |
|---|---|
| Unique (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.639726 |
|---|---|
| Minimum | 0 |
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712.25 |
Descriptive statistics
| Standard deviation | 456.0980908 |
|---|---|
| Coefficient of variation (CV) | 1.028082167 |
| Kurtosis | 11.11823629 |
| Mean | 443.639726 |
| Median Absolute Deviation (MAD) | 367.3696735 |
| Skewness | 1.685503072 |
| Sum | 647714 |
| Variance | 208025.4685 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.000e+00 1.000e+00 2.200e+01 2.450e+01 1.795e+02 7.895e+02 1.087e+03 1.475e+03 2.224e+03 5.644e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 467 | 32.0% | |
| 24 | 12 | 0.8% | |
| 16 | 9 | 0.6% | |
| 20 | 5 | 0.3% | |
| 686 | 5 | 0.3% | |
| 616 | 5 | 0.3% | |
| 936 | 5 | 0.3% | |
| 662 | 5 | 0.3% | |
| 428 | 4 | 0.3% | |
| 655 | 4 | 0.3% | |
| Other values (627) | 939 | 64.3% |
| Value | Count | Frequency (%) | |
| 0 | 467 | 32.0% | |
| 2 | 1 | 0.1% | |
| 16 | 9 | 0.6% | |
| 20 | 5 | 0.3% | |
| 24 | 12 | 0.8% |
| Value | Count | Frequency (%) | |
| 5644 | 1 | 0.1% | |
| 2260 | 1 | 0.1% | |
| 2188 | 1 | 0.1% | |
| 2096 | 1 | 0.1% | |
| 1904 | 1 | 0.1% |
| Distinct count | 144 |
|---|---|
| Unique (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.54931507 |
|---|---|
| Minimum | 0 |
| Maximum | 1474 |
| Zeros | 1293 |
| Zeros (%) | 88.6% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 396.2 |
| Maximum | 1474 |
| Range | 1474 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 161.3192728 |
|---|---|
| Coefficient of variation (CV) | 3.465556315 |
| Kurtosis | 20.11333755 |
| Mean | 46.54931507 |
| Median Absolute Deviation (MAD) | 82.53501407 |
| Skewness | 4.255261109 |
| Sum | 67962 |
| Variance | 26023.90778 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 14. 178.5 183. 718. 1123.5 1474. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1293 | 88.6% | |
| 180 | 5 | 0.3% | |
| 374 | 3 | 0.2% | |
| 551 | 2 | 0.1% | |
| 93 | 2 | 0.1% | |
| 468 | 2 | 0.1% | |
| 147 | 2 | 0.1% | |
| 480 | 2 | 0.1% | |
| 539 | 2 | 0.1% | |
| 712 | 2 | 0.1% | |
| Other values (134) | 145 | 9.9% |
| Value | Count | Frequency (%) | |
| 0 | 1293 | 88.6% | |
| 28 | 1 | 0.1% | |
| 32 | 1 | 0.1% | |
| 35 | 1 | 0.1% | |
| 40 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1474 | 1 | 0.1% | |
| 1127 | 1 | 0.1% | |
| 1120 | 1 | 0.1% | |
| 1085 | 1 | 0.1% | |
| 1080 | 1 | 0.1% |
| Distinct count | 780 |
|---|---|
| Unique (%) | 53.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.240411 |
|---|---|
| Minimum | 0 |
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 223 |
| median | 477.5 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 585 |
Descriptive statistics
| Standard deviation | 441.8669553 |
|---|---|
| Coefficient of variation (CV) | 0.7789765094 |
| Kurtosis | 0.4749939878 |
| Mean | 567.240411 |
| Median Absolute Deviation (MAD) | 353.2816157 |
| Skewness | 0.9202684528 |
| Sum | 828171 |
| Variance | 195246.4062 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 7. 74.5 441.5 817. 977.5 1500. 1818. 2336. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 118 | 8.1% | |
| 728 | 9 | 0.6% | |
| 384 | 8 | 0.5% | |
| 572 | 7 | 0.5% | |
| 600 | 7 | 0.5% | |
| 300 | 7 | 0.5% | |
| 440 | 6 | 0.4% | |
| 625 | 6 | 0.4% | |
| 280 | 6 | 0.4% | |
| 672 | 6 | 0.4% | |
| Other values (770) | 1280 | 87.7% |
| Value | Count | Frequency (%) | |
| 0 | 118 | 8.1% | |
| 14 | 1 | 0.1% | |
| 15 | 1 | 0.1% | |
| 23 | 2 | 0.1% | |
| 26 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2336 | 1 | 0.1% | |
| 2153 | 1 | 0.1% | |
| 2121 | 1 | 0.1% | |
| 2046 | 1 | 0.1% | |
| 2042 | 1 | 0.1% |
| Distinct count | 721 |
|---|---|
| Unique (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.429452 |
|---|---|
| Minimum | 0 |
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.7053245 |
|---|---|
| Coefficient of variation (CV) | 0.4148790481 |
| Kurtosis | 13.25048328 |
| Mean | 1057.429452 |
| Median Absolute Deviation (MAD) | 321.2843732 |
| Skewness | 1.524254549 |
| Sum | 1543847 |
| Variance | 192462.3617 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 52.5 366. 482.5 484. ... 1503. 1738. 2155.5 3203. 6110. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 37 | 2.5% | |
| 864 | 35 | 2.4% | |
| 672 | 17 | 1.2% | |
| 912 | 15 | 1.0% | |
| 1040 | 14 | 1.0% | |
| 816 | 13 | 0.9% | |
| 728 | 12 | 0.8% | |
| 768 | 12 | 0.8% | |
| 848 | 11 | 0.8% | |
| 780 | 11 | 0.8% | |
| Other values (711) | 1283 | 87.9% |
| Value | Count | Frequency (%) | |
| 0 | 37 | 2.5% | |
| 105 | 1 | 0.1% | |
| 190 | 1 | 0.1% | |
| 264 | 3 | 0.2% | |
| 270 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 6110 | 1 | 0.1% | |
| 3206 | 1 | 0.1% | |
| 3200 | 1 | 0.1% | |
| 3138 | 1 | 0.1% | |
| 3094 | 1 | 0.1% |
1stFlrSF
Real number (ℝ≥0)
| Distinct count | 753 |
|---|---|
| Unique (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.626712 |
|---|---|
| Minimum | 334 |
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.587738 |
|---|---|
| Coefficient of variation (CV) | 0.3325123481 |
| Kurtosis | 5.745841482 |
| Mean | 1162.626712 |
| Median Absolute Deviation (MAD) | 300.5763089 |
| Skewness | 1.376756622 |
| Sum | 1697435 |
| Variance | 149450.0792 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 334. 481.5 659. 762. 847.5 ... 1393. 1738. 2132.5 2578.5 4692. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 864 | 25 | 1.7% | |
| 1040 | 16 | 1.1% | |
| 912 | 14 | 1.0% | |
| 848 | 12 | 0.8% | |
| 894 | 12 | 0.8% | |
| 672 | 11 | 0.8% | |
| 816 | 9 | 0.6% | |
| 630 | 9 | 0.6% | |
| 936 | 7 | 0.5% | |
| 960 | 7 | 0.5% | |
| Other values (743) | 1338 | 91.6% |
| Value | Count | Frequency (%) | |
| 334 | 1 | 0.1% | |
| 372 | 1 | 0.1% | |
| 438 | 1 | 0.1% | |
| 480 | 1 | 0.1% | |
| 483 | 7 | 0.5% |
| Value | Count | Frequency (%) | |
| 4692 | 1 | 0.1% | |
| 3228 | 1 | 0.1% | |
| 3138 | 1 | 0.1% | |
| 2898 | 1 | 0.1% | |
| 2633 | 1 | 0.1% |
| Distinct count | 417 |
|---|---|
| Unique (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346.9924658 |
|---|---|
| Minimum | 0 |
| Maximum | 2065 |
| Zeros | 829 |
| Zeros (%) | 56.8% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.5284359 |
|---|---|
| Coefficient of variation (CV) | 1.258034335 |
| Kurtosis | -0.5534635576 |
| Mean | 346.9924658 |
| Median Absolute Deviation (MAD) | 396.4775493 |
| Skewness | 0.8130298163 |
| Sum | 506609 |
| Variance | 190557.0753 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 55. 200. 431. 545.5 ... 728.5 916.5 1366. 1564.5 2065. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 829 | 56.8% | |
| 728 | 10 | 0.7% | |
| 504 | 9 | 0.6% | |
| 672 | 8 | 0.5% | |
| 546 | 8 | 0.5% | |
| 720 | 7 | 0.5% | |
| 600 | 7 | 0.5% | |
| 896 | 6 | 0.4% | |
| 780 | 5 | 0.3% | |
| 862 | 5 | 0.3% | |
| Other values (407) | 566 | 38.8% |
| Value | Count | Frequency (%) | |
| 0 | 829 | 56.8% | |
| 110 | 1 | 0.1% | |
| 167 | 1 | 0.1% | |
| 192 | 1 | 0.1% | |
| 208 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2065 | 1 | 0.1% | |
| 1872 | 1 | 0.1% | |
| 1818 | 1 | 0.1% | |
| 1796 | 1 | 0.1% | |
| 1611 | 1 | 0.1% |
| Distinct count | 24 |
|---|---|
| Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.844520548 |
|---|---|
| Minimum | 0 |
| Maximum | 572 |
| Zeros | 1434 |
| Zeros (%) | 98.2% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.62308143 |
|---|---|
| Coefficient of variation (CV) | 8.319430317 |
| Kurtosis | 83.23481667 |
| Mean | 5.844520548 |
| Median Absolute Deviation (MAD) | 11.48088009 |
| Skewness | 9.011341288 |
| Sum | 8533 |
| Variance | 2364.204048 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 26.5 572. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1434 | 98.2% | |
| 80 | 3 | 0.2% | |
| 360 | 2 | 0.1% | |
| 528 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 120 | 1 | 0.1% | |
| 144 | 1 | 0.1% | |
| 156 | 1 | 0.1% | |
| 205 | 1 | 0.1% | |
| 232 | 1 | 0.1% | |
| Other values (14) | 14 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 1434 | 98.2% | |
| 53 | 1 | 0.1% | |
| 80 | 3 | 0.2% | |
| 120 | 1 | 0.1% | |
| 144 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 572 | 1 | 0.1% | |
| 528 | 1 | 0.1% | |
| 515 | 1 | 0.1% | |
| 514 | 1 | 0.1% | |
| 513 | 1 | 0.1% |
GrLivArea
Real number (ℝ≥0)
| Distinct count | 861 |
|---|---|
| Unique (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.463699 |
|---|---|
| Minimum | 334 |
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.4803834 |
|---|---|
| Coefficient of variation (CV) | 0.3467456092 |
| Kurtosis | 4.895120581 |
| Mean | 1515.463699 |
| Median Absolute Deviation (MAD) | 397.3249381 |
| Skewness | 1.366560356 |
| Sum | 2212577 |
| Variance | 276129.6334 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 334. 610.5 765.5 862.5 865. ... 2137. 2650. 2885. 3617.5 5642. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 864 | 22 | 1.5% | |
| 1040 | 14 | 1.0% | |
| 894 | 11 | 0.8% | |
| 848 | 10 | 0.7% | |
| 1456 | 10 | 0.7% | |
| 912 | 9 | 0.6% | |
| 1200 | 9 | 0.6% | |
| 816 | 8 | 0.5% | |
| 1092 | 8 | 0.5% | |
| 1344 | 7 | 0.5% | |
| Other values (851) | 1352 | 92.6% |
| Value | Count | Frequency (%) | |
| 334 | 1 | 0.1% | |
| 438 | 1 | 0.1% | |
| 480 | 1 | 0.1% | |
| 520 | 1 | 0.1% | |
| 605 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5642 | 1 | 0.1% | |
| 4676 | 1 | 0.1% | |
| 4476 | 1 | 0.1% | |
| 4316 | 1 | 0.1% | |
| 3627 | 1 | 0.1% |
BsmtFullBath
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 856 | 58.6% | |
| 1 | 588 | 40.3% | |
| 2 | 15 | 1.0% | |
| 3 | 1 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
BsmtHalfBath
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
| Value | Count | Frequency (%) | |
| 0 | 1378 | 94.4% | |
| 1 | 80 | 5.5% | |
| 2 | 2 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
FullBath
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| 0 | 9 |
| Value | Count | Frequency (%) | |
| 2 | 768 | 52.6% | |
| 1 | 650 | 44.5% | |
| 3 | 33 | 2.3% | |
| 0 | 9 | 0.6% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
HalfBath
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
| Value | Count | Frequency (%) | |
| 0 | 913 | 62.5% | |
| 1 | 535 | 36.6% | |
| 2 | 12 | 0.8% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 3 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 3 | 100.0% |
BedroomAbvGr
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.866438356 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8157780441 |
|---|---|
| Coefficient of variation (CV) | 0.2845964025 |
| Kurtosis | 2.230874582 |
| Mean | 2.866438356 |
| Median Absolute Deviation (MAD) | 0.576308876 |
| Skewness | 0.2117900963 |
| Sum | 4185 |
| Variance | 0.6654938173 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 5.5 8. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3 | 804 | 55.1% | |
| 2 | 358 | 24.5% | |
| 4 | 213 | 14.6% | |
| 1 | 50 | 3.4% | |
| 5 | 21 | 1.4% | |
| 6 | 7 | 0.5% | |
| 0 | 6 | 0.4% | |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 0.4% | |
| 1 | 50 | 3.4% | |
| 2 | 358 | 24.5% | |
| 3 | 804 | 55.1% | |
| 4 | 213 | 14.6% |
| Value | Count | Frequency (%) | |
| 8 | 1 | 0.1% | |
| 6 | 7 | 0.5% | |
| 5 | 21 | 1.4% | |
| 4 | 213 | 14.6% | |
| 3 | 804 | 55.1% |
KitchenAbvGr
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| 0 | 1 |
| Value | Count | Frequency (%) | |
| 1 | 1392 | 95.3% | |
| 2 | 65 | 4.5% | |
| 3 | 2 | 0.1% | |
| 0 | 1 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
TotRmsAbvGrd
Real number (ℝ≥0)
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.517808219 |
|---|---|
| Minimum | 2 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.625393291 |
|---|---|
| Coefficient of variation (CV) | 0.2493772808 |
| Kurtosis | 0.8807615657 |
| Mean | 6.517808219 |
| Median Absolute Deviation (MAD) | 1.279594671 |
| Skewness | 0.6763408364 |
| Sum | 9516 |
| Variance | 2.641903349 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 2. 2.5 3.5 4.5 5.5 7.5 8.5 10.5 13. 14. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6 | 402 | 27.5% | |
| 7 | 329 | 22.5% | |
| 5 | 275 | 18.8% | |
| 8 | 187 | 12.8% | |
| 4 | 97 | 6.6% | |
| 9 | 75 | 5.1% | |
| 10 | 47 | 3.2% | |
| 11 | 18 | 1.2% | |
| 3 | 17 | 1.2% | |
| 12 | 11 | 0.8% | |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.1% | |
| 3 | 17 | 1.2% | |
| 4 | 97 | 6.6% | |
| 5 | 275 | 18.8% | |
| 6 | 402 | 27.5% |
| Value | Count | Frequency (%) | |
| 14 | 1 | 0.1% | |
| 12 | 11 | 0.8% | |
| 11 | 18 | 1.2% | |
| 10 | 47 | 3.2% | |
| 9 | 75 | 5.1% |
Fireplaces
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 115 |
| 3 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 690 | 47.3% | |
| 1 | 650 | 44.5% | |
| 2 | 115 | 7.9% | |
| 3 | 5 | 0.3% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.767123288 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7473150101 |
|---|---|
| Coefficient of variation (CV) | 0.4228991918 |
| Kurtosis | 0.220997764 |
| Mean | 1.767123288 |
| Median Absolute Deviation (MAD) | 0.5838431225 |
| Skewness | -0.3425489297 |
| Sum | 2580 |
| Variance | 0.5584797243 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 824 | 56.4% | |
| 1 | 369 | 25.3% | |
| 3 | 181 | 12.4% | |
| 0 | 81 | 5.5% | |
| 4 | 5 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 81 | 5.5% | |
| 1 | 369 | 25.3% | |
| 2 | 824 | 56.4% | |
| 3 | 181 | 12.4% | |
| 4 | 5 | 0.3% |
| Value | Count | Frequency (%) | |
| 4 | 5 | 0.3% | |
| 3 | 181 | 12.4% | |
| 2 | 824 | 56.4% | |
| 1 | 369 | 25.3% | |
| 0 | 81 | 5.5% |
| Distinct count | 441 |
|---|---|
| Unique (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.980137 |
|---|---|
| Minimum | 0 |
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 213.8048415 |
|---|---|
| Coefficient of variation (CV) | 0.452037675 |
| Kurtosis | 0.9170672023 |
| Mean | 472.980137 |
| Median Absolute Deviation (MAD) | 160.0190646 |
| Skewness | 0.1799809067 |
| Sum | 690551 |
| Variance | 45712.51023 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 80. 172. 237. 242. ... 671.5 672.5 910. 1061. 1418. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 81 | 5.5% | |
| 440 | 49 | 3.4% | |
| 576 | 47 | 3.2% | |
| 240 | 38 | 2.6% | |
| 484 | 34 | 2.3% | |
| 528 | 33 | 2.3% | |
| 288 | 27 | 1.8% | |
| 400 | 25 | 1.7% | |
| 480 | 24 | 1.6% | |
| 264 | 24 | 1.6% | |
| Other values (431) | 1078 | 73.8% |
| Value | Count | Frequency (%) | |
| 0 | 81 | 5.5% | |
| 160 | 2 | 0.1% | |
| 164 | 1 | 0.1% | |
| 180 | 9 | 0.6% | |
| 186 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1418 | 1 | 0.1% | |
| 1390 | 1 | 0.1% | |
| 1356 | 1 | 0.1% | |
| 1248 | 1 | 0.1% | |
| 1220 | 1 | 0.1% |
| Distinct count | 274 |
|---|---|
| Unique (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.24452055 |
|---|---|
| Minimum | 0 |
| Maximum | 857 |
| Zeros | 761 |
| Zeros (%) | 52.1% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 857 |
| Range | 857 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 125.3387944 |
|---|---|
| Coefficient of variation (CV) | 1.329931901 |
| Kurtosis | 2.992950925 |
| Mean | 94.24452055 |
| Median Absolute Deviation (MAD) | 101.9957947 |
| Skewness | 1.541375757 |
| Sum | 137597 |
| Variance | 15709.81337 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 6. 25. 99. 101.5 ... 239.5 240.5 370.5 518. 857. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 761 | 52.1% | |
| 192 | 38 | 2.6% | |
| 100 | 36 | 2.5% | |
| 144 | 33 | 2.3% | |
| 120 | 31 | 2.1% | |
| 168 | 28 | 1.9% | |
| 140 | 15 | 1.0% | |
| 224 | 14 | 1.0% | |
| 240 | 10 | 0.7% | |
| 208 | 10 | 0.7% | |
| Other values (264) | 484 | 33.2% |
| Value | Count | Frequency (%) | |
| 0 | 761 | 52.1% | |
| 12 | 2 | 0.1% | |
| 24 | 2 | 0.1% | |
| 26 | 2 | 0.1% | |
| 28 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 857 | 1 | 0.1% | |
| 736 | 1 | 0.1% | |
| 728 | 1 | 0.1% | |
| 670 | 1 | 0.1% | |
| 668 | 1 | 0.1% |
| Distinct count | 202 |
|---|---|
| Unique (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.66027397 |
|---|---|
| Minimum | 0 |
| Maximum | 547 |
| Zeros | 656 |
| Zeros (%) | 44.9% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 25 |
| Q3 | 68 |
| 95-th percentile | 175.05 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 66.25602768 |
|---|---|
| Coefficient of variation (CV) | 1.419966538 |
| Kurtosis | 8.490335806 |
| Mean | 46.66027397 |
| Median Absolute Deviation (MAD) | 47.67807844 |
| Skewness | 2.36434174 |
| Sum | 68124 |
| Variance | 4389.861203 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 2. 15.5 19. 47.5 ... 76.5 122.5 171. 291.5 547. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 656 | 44.9% | |
| 36 | 29 | 2.0% | |
| 48 | 22 | 1.5% | |
| 20 | 21 | 1.4% | |
| 40 | 19 | 1.3% | |
| 45 | 19 | 1.3% | |
| 30 | 16 | 1.1% | |
| 24 | 16 | 1.1% | |
| 60 | 15 | 1.0% | |
| 39 | 14 | 1.0% | |
| Other values (192) | 633 | 43.4% |
| Value | Count | Frequency (%) | |
| 0 | 656 | 44.9% | |
| 4 | 1 | 0.1% | |
| 8 | 1 | 0.1% | |
| 10 | 1 | 0.1% | |
| 11 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 547 | 1 | 0.1% | |
| 523 | 1 | 0.1% | |
| 502 | 1 | 0.1% | |
| 418 | 1 | 0.1% | |
| 406 | 1 | 0.1% |
| Distinct count | 120 |
|---|---|
| Unique (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.95410959 |
|---|---|
| Minimum | 0 |
| Maximum | 552 |
| Zeros | 1252 |
| Zeros (%) | 85.8% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 180.15 |
| Maximum | 552 |
| Range | 552 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 61.1191486 |
|---|---|
| Coefficient of variation (CV) | 2.783950237 |
| Kurtosis | 10.43076594 |
| Mean | 21.95410959 |
| Median Absolute Deviation (MAD) | 37.65952524 |
| Skewness | 3.089871904 |
| Sum | 32053 |
| Variance | 3735.550326 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 9.5 110. 113. 253. 297.5 552. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1252 | 85.8% | |
| 112 | 15 | 1.0% | |
| 96 | 6 | 0.4% | |
| 120 | 5 | 0.3% | |
| 144 | 5 | 0.3% | |
| 192 | 5 | 0.3% | |
| 216 | 5 | 0.3% | |
| 252 | 4 | 0.3% | |
| 116 | 4 | 0.3% | |
| 156 | 4 | 0.3% | |
| Other values (110) | 155 | 10.6% |
| Value | Count | Frequency (%) | |
| 0 | 1252 | 85.8% | |
| 19 | 1 | 0.1% | |
| 20 | 1 | 0.1% | |
| 24 | 1 | 0.1% | |
| 30 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 552 | 1 | 0.1% | |
| 386 | 1 | 0.1% | |
| 330 | 1 | 0.1% | |
| 318 | 1 | 0.1% | |
| 301 | 1 | 0.1% |
| Distinct count | 20 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.409589041 |
|---|---|
| Minimum | 0 |
| Maximum | 508 |
| Zeros | 1436 |
| Zeros (%) | 98.4% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 508 |
| Range | 508 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 29.31733056 |
|---|---|
| Coefficient of variation (CV) | 8.598493896 |
| Kurtosis | 123.6623794 |
| Mean | 3.409589041 |
| Median Absolute Deviation (MAD) | 6.707082004 |
| Skewness | 10.30434203 |
| Sum | 4978 |
| Variance | 859.505871 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 11.5 135. 189. 508. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1436 | 98.4% | |
| 168 | 3 | 0.2% | |
| 216 | 2 | 0.1% | |
| 144 | 2 | 0.1% | |
| 180 | 2 | 0.1% | |
| 245 | 1 | 0.1% | |
| 238 | 1 | 0.1% | |
| 290 | 1 | 0.1% | |
| 196 | 1 | 0.1% | |
| 182 | 1 | 0.1% | |
| Other values (10) | 10 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 1436 | 98.4% | |
| 23 | 1 | 0.1% | |
| 96 | 1 | 0.1% | |
| 130 | 1 | 0.1% | |
| 140 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 508 | 1 | 0.1% | |
| 407 | 1 | 0.1% | |
| 320 | 1 | 0.1% | |
| 304 | 1 | 0.1% | |
| 290 | 1 | 0.1% |
| Distinct count | 76 |
|---|---|
| Unique (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.0609589 |
|---|---|
| Minimum | 0 |
| Maximum | 480 |
| Zeros | 1344 |
| Zeros (%) | 92.1% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 55.75741528 |
|---|---|
| Coefficient of variation (CV) | 3.70211589 |
| Kurtosis | 18.43906784 |
| Mean | 15.0609589 |
| Median Absolute Deviation (MAD) | 27.72866954 |
| Skewness | 4.122213743 |
| Sum | 21989 |
| Variance | 3108.889359 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 20. 117.5 224.5 289.5 480. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1344 | 92.1% | |
| 192 | 6 | 0.4% | |
| 224 | 5 | 0.3% | |
| 120 | 5 | 0.3% | |
| 189 | 4 | 0.3% | |
| 180 | 4 | 0.3% | |
| 160 | 3 | 0.2% | |
| 168 | 3 | 0.2% | |
| 144 | 3 | 0.2% | |
| 126 | 3 | 0.2% | |
| Other values (66) | 80 | 5.5% |
| Value | Count | Frequency (%) | |
| 0 | 1344 | 92.1% | |
| 40 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 60 | 1 | 0.1% | |
| 63 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 480 | 1 | 0.1% | |
| 440 | 1 | 0.1% | |
| 410 | 1 | 0.1% | |
| 396 | 1 | 0.1% | |
| 385 | 1 | 0.1% |
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.75890411 |
|---|---|
| Minimum | 0 |
| Maximum | 738 |
| Zeros | 1453 |
| Zeros (%) | 99.5% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 738 |
| Range | 738 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.17730694 |
|---|---|
| Coefficient of variation (CV) | 14.56277759 |
| Kurtosis | 223.2684989 |
| Mean | 2.75890411 |
| Median Absolute Deviation (MAD) | 5.491352974 |
| Skewness | 14.82837364 |
| Sum | 4028 |
| Variance | 1614.215993 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 240. 738.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1453 | 99.5% | |
| 738 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 576 | 1 | 0.1% | |
| 555 | 1 | 0.1% | |
| 519 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 480 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1453 | 99.5% | |
| 480 | 1 | 0.1% | |
| 512 | 1 | 0.1% | |
| 519 | 1 | 0.1% | |
| 555 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 738 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 576 | 1 | 0.1% | |
| 555 | 1 | 0.1% | |
| 519 | 1 | 0.1% |
| Distinct count | 21 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.4890411 |
|---|---|
| Minimum | 0 |
| Maximum | 15500 |
| Zeros | 1408 |
| Zeros (%) | 96.4% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 496.1230245 |
|---|---|
| Coefficient of variation (CV) | 11.408001 |
| Kurtosis | 701.0033423 |
| Mean | 43.4890411 |
| Median Absolute Deviation (MAD) | 83.88023269 |
| Skewness | 24.47679419 |
| Sum | 63494 |
| Variance | 246138.0554 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 27. 375. 530. 750. 2250. 15500.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1408 | 96.4% | |
| 400 | 11 | 0.8% | |
| 500 | 8 | 0.5% | |
| 700 | 5 | 0.3% | |
| 450 | 4 | 0.3% | |
| 2000 | 4 | 0.3% | |
| 600 | 4 | 0.3% | |
| 1200 | 2 | 0.1% | |
| 480 | 2 | 0.1% | |
| 1150 | 1 | 0.1% | |
| Other values (11) | 11 | 0.8% |
| Value | Count | Frequency (%) | |
| 0 | 1408 | 96.4% | |
| 54 | 1 | 0.1% | |
| 350 | 1 | 0.1% | |
| 400 | 11 | 0.8% | |
| 450 | 4 | 0.3% |
| Value | Count | Frequency (%) | |
| 15500 | 1 | 0.1% | |
| 8300 | 1 | 0.1% | |
| 3500 | 1 | 0.1% | |
| 2500 | 1 | 0.1% | |
| 2000 | 4 | 0.3% |
MoSold
Real number (ℝ≥0)
| Distinct count | 12 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.321917808 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.703626208 |
|---|---|
| Coefficient of variation (CV) | 0.4276591836 |
| Kurtosis | -0.4041093415 |
| Mean | 6.321917808 |
| Median Absolute Deviation (MAD) | 2.142522049 |
| Skewness | 0.2120529851 |
| Sum | 9230 |
| Variance | 7.309594675 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 4.5 7.5 8.5 11.5 12. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 6 | 253 | 17.3% | |
| 7 | 234 | 16.0% | |
| 5 | 204 | 14.0% | |
| 4 | 141 | 9.7% | |
| 8 | 122 | 8.4% | |
| 3 | 106 | 7.3% | |
| 10 | 89 | 6.1% | |
| 11 | 79 | 5.4% | |
| 9 | 63 | 4.3% | |
| 12 | 59 | 4.0% | |
| Other values (2) | 110 | 7.5% |
| Value | Count | Frequency (%) | |
| 1 | 58 | 4.0% | |
| 2 | 52 | 3.6% | |
| 3 | 106 | 7.3% | |
| 4 | 141 | 9.7% | |
| 5 | 204 | 14.0% |
| Value | Count | Frequency (%) | |
| 12 | 59 | 4.0% | |
| 11 | 79 | 5.4% | |
| 10 | 89 | 6.1% | |
| 9 | 63 | 4.3% | |
| 8 | 122 | 8.4% |
YrSold
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.815753 |
|---|---|
| Minimum | 2006 |
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2006 |
|---|---|
| 5-th percentile | 2006 |
| Q1 | 2007 |
| median | 2008 |
| Q3 | 2009 |
| 95-th percentile | 2010 |
| Maximum | 2010 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.328095121 |
|---|---|
| Coefficient of variation (CV) | 0.0006614626458 |
| Kurtosis | -1.190600571 |
| Mean | 2007.815753 |
| Median Absolute Deviation (MAD) | 1.148670482 |
| Skewness | 0.09626851387 |
| Sum | 2931411 |
| Variance | 1.763836649 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[2006. 2006.5 2010. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2009 | 338 | 23.2% | |
| 2007 | 329 | 22.5% | |
| 2006 | 314 | 21.5% | |
| 2008 | 304 | 20.8% | |
| 2010 | 175 | 12.0% |
| Value | Count | Frequency (%) | |
| 2006 | 314 | 21.5% | |
| 2007 | 329 | 22.5% | |
| 2008 | 304 | 20.8% | |
| 2009 | 338 | 23.2% | |
| 2010 | 175 | 12.0% |
| Value | Count | Frequency (%) | |
| 2010 | 175 | 12.0% | |
| 2009 | 338 | 23.2% | |
| 2008 | 304 | 20.8% | |
| 2007 | 329 | 22.5% | |
| 2006 | 314 | 21.5% |
SalePrice
Real number (ℝ≥0)
| Distinct count | 663 |
|---|---|
| Unique (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.1959 |
|---|---|
| Minimum | 34900 |
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.50288 |
|---|---|
| Coefficient of variation (CV) | 0.4391000319 |
| Kurtosis | 6.53628186 |
| Mean | 180921.1959 |
| Median Absolute Deviation (MAD) | 57434.77028 |
| Skewness | 1.88287576 |
| Sum | 264144946 |
| Variance | 6311111264 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 34900. 78500. 104950. 134950. 135250. ... 240500. 280500. 340500. 443130.5 755000. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 140000 | 20 | 1.4% | |
| 135000 | 17 | 1.2% | |
| 145000 | 14 | 1.0% | |
| 155000 | 14 | 1.0% | |
| 190000 | 13 | 0.9% | |
| 110000 | 13 | 0.9% | |
| 160000 | 12 | 0.8% | |
| 115000 | 12 | 0.8% | |
| 139000 | 11 | 0.8% | |
| 130000 | 11 | 0.8% | |
| Other values (653) | 1323 | 90.6% |
| Value | Count | Frequency (%) | |
| 34900 | 1 | 0.1% | |
| 35311 | 1 | 0.1% | |
| 37900 | 1 | 0.1% | |
| 39300 | 1 | 0.1% | |
| 40000 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 755000 | 1 | 0.1% | |
| 745000 | 1 | 0.1% | |
| 625000 | 1 | 0.1% | |
| 611657 | 1 | 0.1% | |
| 582933 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Id | MSSubClass | LotArea | OverallQual | OverallCond | YearBuilt | YearRemodAdd | BsmtFinSF1 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | TotRmsAbvGrd | Fireplaces | GarageCars | GarageArea | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | MiscVal | MoSold | YrSold | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 60 | 8450 | 7 | 5 | 2003 | 2003 | 706 | 0 | 150 | 856 | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 | 3 | 1 | 8 | 0 | 2 | 548 | 0 | 61 | 0 | 0 | 0 | 0 | 0 | 2 | 2008 | 208500 |
| 1 | 2 | 20 | 9600 | 6 | 8 | 1976 | 1976 | 978 | 0 | 284 | 1262 | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 | 3 | 1 | 6 | 1 | 2 | 460 | 298 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 2007 | 181500 |
| 2 | 3 | 60 | 11250 | 7 | 5 | 2001 | 2002 | 486 | 0 | 434 | 920 | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | 6 | 1 | 2 | 608 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 9 | 2008 | 223500 |
| 3 | 4 | 70 | 9550 | 7 | 5 | 1915 | 1970 | 216 | 0 | 540 | 756 | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 | 3 | 1 | 7 | 1 | 3 | 642 | 0 | 35 | 272 | 0 | 0 | 0 | 0 | 2 | 2006 | 140000 |
| 4 | 5 | 60 | 14260 | 8 | 5 | 2000 | 2000 | 655 | 0 | 490 | 1145 | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 | 4 | 1 | 9 | 1 | 3 | 836 | 192 | 84 | 0 | 0 | 0 | 0 | 0 | 12 | 2008 | 250000 |
| 5 | 6 | 50 | 14115 | 5 | 5 | 1993 | 1995 | 732 | 0 | 64 | 796 | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 | 1 | 1 | 5 | 0 | 2 | 480 | 40 | 30 | 0 | 320 | 0 | 0 | 700 | 10 | 2009 | 143000 |
| 6 | 7 | 20 | 10084 | 8 | 5 | 2004 | 2005 | 1369 | 0 | 317 | 1686 | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 | 3 | 1 | 7 | 1 | 2 | 636 | 255 | 57 | 0 | 0 | 0 | 0 | 0 | 8 | 2007 | 307000 |
| 7 | 8 | 60 | 10382 | 7 | 6 | 1973 | 1973 | 859 | 32 | 216 | 1107 | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 | 3 | 1 | 7 | 2 | 2 | 484 | 235 | 204 | 228 | 0 | 0 | 0 | 350 | 11 | 2009 | 200000 |
| 8 | 9 | 50 | 6120 | 7 | 5 | 1931 | 1950 | 0 | 0 | 952 | 952 | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 | 2 | 2 | 8 | 2 | 2 | 468 | 90 | 0 | 205 | 0 | 0 | 0 | 0 | 4 | 2008 | 129900 |
| 9 | 10 | 190 | 7420 | 5 | 6 | 1939 | 1950 | 851 | 0 | 140 | 991 | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 | 2 | 2 | 5 | 2 | 1 | 205 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 2008 | 118000 |
Last rows
| Id | MSSubClass | LotArea | OverallQual | OverallCond | YearBuilt | YearRemodAdd | BsmtFinSF1 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | TotRmsAbvGrd | Fireplaces | GarageCars | GarageArea | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | MiscVal | MoSold | YrSold | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 1451 | 90 | 9000 | 5 | 5 | 1974 | 1974 | 0 | 0 | 896 | 896 | 896 | 896 | 0 | 1792 | 0 | 0 | 2 | 2 | 4 | 2 | 8 | 0 | 0 | 0 | 32 | 45 | 0 | 0 | 0 | 0 | 0 | 9 | 2009 | 136000 |
| 1451 | 1452 | 20 | 9262 | 8 | 5 | 2008 | 2009 | 0 | 0 | 1573 | 1573 | 1578 | 0 | 0 | 1578 | 0 | 0 | 2 | 0 | 3 | 1 | 7 | 1 | 3 | 840 | 0 | 36 | 0 | 0 | 0 | 0 | 0 | 5 | 2009 | 287090 |
| 1452 | 1453 | 180 | 3675 | 5 | 5 | 2005 | 2005 | 547 | 0 | 0 | 547 | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 | 2 | 1 | 5 | 0 | 2 | 525 | 0 | 28 | 0 | 0 | 0 | 0 | 0 | 5 | 2006 | 145000 |
| 1453 | 1454 | 20 | 17217 | 5 | 5 | 2006 | 2006 | 0 | 0 | 1140 | 1140 | 1140 | 0 | 0 | 1140 | 0 | 0 | 1 | 0 | 3 | 1 | 6 | 0 | 0 | 0 | 36 | 56 | 0 | 0 | 0 | 0 | 0 | 7 | 2006 | 84500 |
| 1454 | 1455 | 20 | 7500 | 7 | 5 | 2004 | 2005 | 410 | 0 | 811 | 1221 | 1221 | 0 | 0 | 1221 | 1 | 0 | 2 | 0 | 2 | 1 | 6 | 0 | 2 | 400 | 0 | 113 | 0 | 0 | 0 | 0 | 0 | 10 | 2009 | 185000 |
| 1455 | 1456 | 60 | 7917 | 6 | 5 | 1999 | 2000 | 0 | 0 | 953 | 953 | 953 | 694 | 0 | 1647 | 0 | 0 | 2 | 1 | 3 | 1 | 7 | 1 | 2 | 460 | 0 | 40 | 0 | 0 | 0 | 0 | 0 | 8 | 2007 | 175000 |
| 1456 | 1457 | 20 | 13175 | 6 | 6 | 1978 | 1988 | 790 | 163 | 589 | 1542 | 2073 | 0 | 0 | 2073 | 1 | 0 | 2 | 0 | 3 | 1 | 7 | 2 | 2 | 500 | 349 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2010 | 210000 |
| 1457 | 1458 | 70 | 9042 | 7 | 9 | 1941 | 2006 | 275 | 0 | 877 | 1152 | 1188 | 1152 | 0 | 2340 | 0 | 0 | 2 | 0 | 4 | 1 | 9 | 2 | 1 | 252 | 0 | 60 | 0 | 0 | 0 | 0 | 2500 | 5 | 2010 | 266500 |
| 1458 | 1459 | 20 | 9717 | 5 | 6 | 1950 | 1996 | 49 | 1029 | 0 | 1078 | 1078 | 0 | 0 | 1078 | 1 | 0 | 1 | 0 | 2 | 1 | 5 | 0 | 1 | 240 | 366 | 0 | 112 | 0 | 0 | 0 | 0 | 4 | 2010 | 142125 |
| 1459 | 1460 | 20 | 9937 | 5 | 6 | 1965 | 1965 | 830 | 290 | 136 | 1256 | 1256 | 0 | 0 | 1256 | 1 | 0 | 1 | 1 | 3 | 1 | 6 | 0 | 1 | 276 | 736 | 68 | 0 | 0 | 0 | 0 | 0 | 6 | 2008 | 147500 |